Overview

Dataset statistics

Number of variables	24
Number of observations	3172
Missing cells	3858
Missing cells (%)	5.1%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	726.9 KiB
Average record size in memory	234.7 B

Variable types

Numeric	19
Categorical	4
Boolean	1

Alerts

`DataYear` has constant value "2016"	Constant
`DefaultData` has constant value "False"	Constant
`BuildingType` is highly overall correlated with `PrimaryPropertyType`	High correlation
`ENERGYSTARScore` is highly overall correlated with `SourceEUI(kBtu/sf)`	High correlation
`Electricity(kWh)` is highly overall correlated with `PropertyGFABuilding(s)` and 4 other fields	High correlation
`GHGEmissionsIntensity` is highly overall correlated with `NaturalGas(therms)` and 3 other fields	High correlation
`Latitude` is highly overall correlated with `Neighborhood`	High correlation
`Longitude` is highly overall correlated with `Neighborhood`	High correlation
`NaturalGas(therms)` is highly overall correlated with `GHGEmissionsIntensity` and 3 other fields	High correlation
`Neighborhood` is highly overall correlated with `Latitude` and 1 other fields	High correlation
`PrimaryPropertyType` is highly overall correlated with `BuildingType`	High correlation
`PropertyGFABuilding(s)` is highly overall correlated with `Electricity(kWh)` and 3 other fields	High correlation
`PropertyGFATotal` is highly overall correlated with `Electricity(kWh)` and 3 other fields	High correlation
`SiteEUI(kBtu/sf)` is highly overall correlated with `GHGEmissionsIntensity` and 4 other fields	High correlation
`SiteEnergyUse(kBtu)` is highly overall correlated with `Electricity(kWh)` and 7 other fields	High correlation
`SourceEUI(kBtu/sf)` is highly overall correlated with `ENERGYSTARScore` and 3 other fields	High correlation
`TotalGHGEmissions` is highly overall correlated with `Electricity(kWh)` and 6 other fields	High correlation
`YearsENERGYSTARCertified` has 3061 (96.5%) missing values	Missing
`ENERGYSTARScore` has 797 (25.1%) missing values	Missing
`OSEBuildingID` has unique values	Unique
`SiteEnergyUse(kBtu)` has unique values	Unique
`NumberofBuildings` has 90 (2.8%) zeros	Zeros
`PropertyGFAParking` has 2694 (84.9%) zeros	Zeros
`SteamUse(kBtu)` has 3056 (96.3%) zeros	Zeros
`NaturalGas(therms)` has 1189 (37.5%) zeros	Zeros

Reproduction

Analysis started	2025-12-14 16:01:04.856730
Analysis finished	2025-12-14 16:01:56.385186
Duration	51.53 seconds
Software version	ydata-profiling vv4.18.0
Download configuration	config.json

OSEBuildingID
Real number (ℝ)

Unique

Distinct	3172
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	21573.597

Minimum	1
Maximum	50226
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	178.6 KiB

Quantile statistics

Minimum	1
5-th percentile	334.55
Q1	20163.75
median	23212.5
Q3	26025.25
95-th percentile	49786.45
Maximum	50226
Range	50225
Interquartile range (IQR)	5861.5

Descriptive statistics

Standard deviation	11999.826
Coefficient of variation (CV)	0.55622741
Kurtosis	0.82524736
Mean	21573.597
Median Absolute Deviation (MAD)	2947
Skewness	-0.0090784473
Sum	68431450
Variance	1.4399583 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	1	< 0.1%
2	1	< 0.1%
5	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%
10	1	< 0.1%
11	1	< 0.1%
12	1	< 0.1%
13	1	< 0.1%
15	1	< 0.1%
Other values (3162)	3162	99.7%

Value	Count	Frequency (%)
1	1	< 0.1%
2	1	< 0.1%
5	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%
10	1	< 0.1%
11	1	< 0.1%
12	1	< 0.1%
13	1	< 0.1%
15	1	< 0.1%

Value	Count	Frequency (%)
50226	1	< 0.1%
50225	1	< 0.1%
50224	1	< 0.1%
50223	1	< 0.1%
50221	1	< 0.1%
50219	1	< 0.1%
50212	1	< 0.1%
50208	1	< 0.1%
50207	1	< 0.1%
50204	1	< 0.1%

DataYear
Categorical

Constant

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	178.6 KiB

2016	3172

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Characters and Unicode

Total characters	12688
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2016
2nd row	2016
3rd row	2016
4th row	2016
5th row	2016

Common Values

Value	Count	Frequency (%)
2016	3172	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2016	3172	100.0%

Most occurring characters

Value	Count	Frequency (%)
2	3172	25.0%
0	3172	25.0%
1	3172	25.0%
6	3172	25.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	12688	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
2	3172	25.0%
0	3172	25.0%
1	3172	25.0%
6	3172	25.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	12688	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
2	3172	25.0%
0	3172	25.0%
1	3172	25.0%
6	3172	25.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	12688	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
2	3172	25.0%
0	3172	25.0%
1	3172	25.0%
6	3172	25.0%

BuildingType
Categorical

High correlation

Distinct	8
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	178.6 KiB

NonResidential	1403
Multifamily LR (1-4)	981
Multifamily MR (5-9)	570
Multifamily HR (10+)	108
Nonresidential COS	80
Other values (3)	30

Length

Max length	20
Median length	20
Mean length	17.20145
Min length	6

Characters and Unicode

Total characters	54563
Distinct characters	40
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	NonResidential
2nd row	NonResidential
3rd row	NonResidential
4th row	NonResidential
5th row	Nonresidential COS

Common Values

Value	Count	Frequency (%)
NonResidential	1403	44.2%
Multifamily LR (1-4)	981	30.9%
Multifamily MR (5-9)	570	18.0%
Multifamily HR (10+)	108	3.4%
Nonresidential COS	80	2.5%
Campus	19	0.6%
SPS-District K-12	10	0.3%
Nonresidential WA	1	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
multifamily	1659	25.2%
nonresidential	1484	22.5%
lr	981	14.9%
1-4	981	14.9%
mr	570	8.7%
5-9	570	8.7%
hr	108	1.6%
10	108	1.6%
cos	80	1.2%
campus	19	0.3%
Other values (3)	21	0.3%

Most occurring characters

Value	Count	Frequency (%)
i	6306	11.6%
l	4802	8.8%
	3409	6.2%
t	3163	5.8%
a	3162	5.8%
R	3062	5.6%
e	2968	5.4%
n	2968	5.4%
M	2229	4.1%
u	1678	3.1%
Other values (30)	20816	38.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	54563	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
i	6306	11.6%
l	4802	8.8%
	3409	6.2%
t	3163	5.8%
a	3162	5.8%
R	3062	5.6%
e	2968	5.4%
n	2968	5.4%
M	2229	4.1%
u	1678	3.1%
Other values (30)	20816	38.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	54563	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
i	6306	11.6%
l	4802	8.8%
	3409	6.2%
t	3163	5.8%
a	3162	5.8%
R	3062	5.6%
e	2968	5.4%
n	2968	5.4%
M	2229	4.1%
u	1678	3.1%
Other values (30)	20816	38.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	54563	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
i	6306	11.6%
l	4802	8.8%
	3409	6.2%
t	3163	5.8%
a	3162	5.8%
R	3062	5.6%
e	2968	5.4%
n	2968	5.4%
M	2229	4.1%
u	1678	3.1%
Other values (30)	20816	38.2%

PrimaryPropertyType
Categorical

High correlation

Distinct	23
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Memory size	178.6 KiB

Low-Rise Multifamily	952
Mid-Rise Multifamily	553
Small- and Mid-Sized Office	286
Other	244
Warehouse	184
Other values (18)	953

Length

Max length	27
Median length	22
Mean length	17.430013
Min length	5

Characters and Unicode

Total characters	55288
Distinct characters	43
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Hotel
2nd row	Hotel
3rd row	Hotel
4th row	Hotel
5th row	Other

Common Values

Value	Count	Frequency (%)
Low-Rise Multifamily	952	30.0%
Mid-Rise Multifamily	553	17.4%
Small- and Mid-Sized Office	286	9.0%
Other	244	7.7%
Warehouse	184	5.8%
Large Office	156	4.9%
Mixed Use Property	128	4.0%
High-Rise Multifamily	103	3.2%
Retail Store	85	2.7%
Hotel	74	2.3%
Other values (13)	407	12.8%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
multifamily	1608	24.3%
low-rise	952	14.4%
mid-rise	553	8.4%
office	480	7.3%
and	286	4.3%
small	286	4.3%
mid-sized	286	4.3%
other	244	3.7%
warehouse	196	3.0%
large	156	2.4%
Other values (28)	1569	23.7%

Most occurring characters

Value	Count	Frequency (%)
i	7379	13.3%
e	4382	7.9%
l	4211	7.6%
	3444	6.2%
a	2948	5.3%
t	2706	4.9%
M	2613	4.7%
f	2608	4.7%
-	2258	4.1%
s	2117	3.8%
Other values (33)	20622	37.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	55288	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
i	7379	13.3%
e	4382	7.9%
l	4211	7.6%
	3444	6.2%
a	2948	5.3%
t	2706	4.9%
M	2613	4.7%
f	2608	4.7%
-	2258	4.1%
s	2117	3.8%
Other values (33)	20622	37.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	55288	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
i	7379	13.3%
e	4382	7.9%
l	4211	7.6%
	3444	6.2%
a	2948	5.3%
t	2706	4.9%
M	2613	4.7%
f	2608	4.7%
-	2258	4.1%
s	2117	3.8%
Other values (33)	20622	37.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	55288	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
i	7379	13.3%
e	4382	7.9%
l	4211	7.6%
	3444	6.2%
a	2948	5.3%
t	2706	4.9%
M	2613	4.7%
f	2608	4.7%
-	2258	4.1%
s	2117	3.8%
Other values (33)	20622	37.3%

Neighborhood
Categorical

High correlation

Distinct	19
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Memory size	178.6 KiB

DOWNTOWN	541
EAST	433
MAGNOLIA / QUEEN ANNE	412
GREATER DUWAMISH	351
NORTHEAST	263
Other values (14)	1172

Length

Max length	22
Median length	16
Mean length	10.159206
Min length	4

Characters and Unicode

Total characters	32225
Distinct characters	34
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	DOWNTOWN
2nd row	DOWNTOWN
3rd row	DOWNTOWN
4th row	DOWNTOWN
5th row	DOWNTOWN

Common Values

Value	Count	Frequency (%)
DOWNTOWN	541	17.1%
EAST	433	13.7%
MAGNOLIA / QUEEN ANNE	412	13.0%
GREATER DUWAMISH	351	11.1%
NORTHEAST	263	8.3%
LAKE UNION	240	7.6%
NORTHWEST	198	6.2%
SOUTHWEST	147	4.6%
NORTH	136	4.3%
BALLARD	120	3.8%
Other values (9)	331	10.4%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
downtown	541	10.8%
east	433	8.7%
magnolia	412	8.2%
	412	8.2%
queen	412	8.2%
anne	412	8.2%
greater	351	7.0%
duwamish	351	7.0%
northeast	263	5.3%
lake	240	4.8%
Other values (9)	1173	23.5%

Most occurring characters

Value	Count	Frequency (%)
N	3951	12.3%
E	3539	11.0%
A	3285	10.2%
T	2926	9.1%
O	2559	7.9%
	1828	5.7%
W	1778	5.5%
S	1696	5.3%
R	1587	4.9%
U	1228	3.8%
Other values (24)	7848	24.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	32225	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
N	3951	12.3%
E	3539	11.0%
A	3285	10.2%
T	2926	9.1%
O	2559	7.9%
	1828	5.7%
W	1778	5.5%
S	1696	5.3%
R	1587	4.9%
U	1228	3.8%
Other values (24)	7848	24.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	32225	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
N	3951	12.3%
E	3539	11.0%
A	3285	10.2%
T	2926	9.1%
O	2559	7.9%
	1828	5.7%
W	1778	5.5%
S	1696	5.3%
R	1587	4.9%
U	1228	3.8%
Other values (24)	7848	24.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	32225	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
N	3951	12.3%
E	3539	11.0%
A	3285	10.2%
T	2926	9.1%
O	2559	7.9%
	1828	5.7%
W	1778	5.5%
S	1696	5.3%
R	1587	4.9%
U	1228	3.8%
Other values (24)	7848	24.4%

Latitude
Real number (ℝ)

High correlation

Distinct	2719
Distinct (%)	85.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	47.624785

Minimum	47.50224
Maximum	47.73387
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	178.6 KiB

Quantile statistics

Minimum	47.50224
5-th percentile	47.54393
Q1	47.600962
median	47.61918
Q3	47.657157
95-th percentile	47.713065
Maximum	47.73387
Range	0.23163
Interquartile range (IQR)	0.056195

Descriptive statistics

Standard deviation	0.047117487
Coefficient of variation (CV)	0.00098934803
Kurtosis	-0.10822197
Mean	47.624785
Median Absolute Deviation (MAD)	0.02647
Skewness	0.1601006
Sum	151065.82
Variance	0.0022200576
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
47.66246	9	0.3%
47.61598	7	0.2%
47.62208	6	0.2%
47.52549	5	0.2%
47.61543	5	0.2%
47.62395	5	0.2%
47.60071	4	0.1%
47.52254	4	0.1%
47.6239	4	0.1%
47.59938	4	0.1%
Other values (2709)	3119	98.3%

Value	Count	Frequency (%)
47.50224	1	< 0.1%
47.50959	1	< 0.1%
47.51018	1	< 0.1%
47.51042	1	< 0.1%
47.51098	1	< 0.1%
47.51104	1	< 0.1%
47.51127	2	0.1%
47.51168	1	< 0.1%
47.51169	1	< 0.1%
47.51304	1	< 0.1%

Value	Count	Frequency (%)
47.73387	1	< 0.1%
47.73375	1	< 0.1%
47.73368	1	< 0.1%
47.7336	1	< 0.1%
47.73357	1	< 0.1%
47.73351	1	< 0.1%
47.73331	1	< 0.1%
47.73316	1	< 0.1%
47.73315	1	< 0.1%
47.73279	1	< 0.1%

Longitude
Real number (ℝ)

High correlation

Distinct	2511
Distinct (%)	79.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-122.33521

Minimum	-122.41425
Maximum	-122.26028
Zeros	0
Zeros (%)	0.0%
Negative	3172
Negative (%)	100.0%
Memory size	178.6 KiB

Quantile statistics

Minimum	-122.41425
5-th percentile	-122.38643
Q1	-122.35076
median	-122.33264
Q3	-122.32022
95-th percentile	-122.29181
Maximum	-122.26028
Range	0.15397
Interquartile range (IQR)	0.0305325

Descriptive statistics

Standard deviation	0.026645138
Coefficient of variation (CV)	-0.00021780433
Kurtosis	0.24891371
Mean	-122.33521
Median Absolute Deviation (MAD)	0.014895
Skewness	-0.17813393
Sum	-388047.27
Variance	0.00070996337
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-122.29898	8	0.3%
-122.35398	7	0.2%
-122.33369	6	0.2%
-122.32468	6	0.2%
-122.31769	5	0.2%
-122.33379	5	0.2%
-122.32417	5	0.2%
-122.33064	5	0.2%
-122.32592	5	0.2%
-122.32811	4	0.1%
Other values (2501)	3116	98.2%

Value	Count	Frequency (%)
-122.41425	1	< 0.1%
-122.41182	1	< 0.1%
-122.41178	1	< 0.1%
-122.41169	1	< 0.1%
-122.41037	1	< 0.1%
-122.41036	1	< 0.1%
-122.41031	1	< 0.1%
-122.40976	1	< 0.1%
-122.40974	1	< 0.1%
-122.40901	1	< 0.1%

Value	Count	Frequency (%)
-122.26028	1	< 0.1%
-122.26034	1	< 0.1%
-122.26166	2	0.1%
-122.26172	1	< 0.1%
-122.26177	1	< 0.1%
-122.2618	1	< 0.1%
-122.26216	1	< 0.1%
-122.26223	1	< 0.1%
-122.26235	1	< 0.1%
-122.26277	1	< 0.1%

YearBuilt
Real number (ℝ)

Distinct	113
Distinct (%)	3.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1968.6337

Minimum	1900
Maximum	2015
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	178.6 KiB

Quantile statistics

Minimum	1900
5-th percentile	1908
Q1	1948
median	1975
Q3	1997
95-th percentile	2012
Maximum	2015
Range	115
Interquartile range (IQR)	49

Descriptive statistics

Standard deviation	33.219065
Coefficient of variation (CV)	0.016874173
Kurtosis	-0.88331443
Mean	1968.6337
Median Absolute Deviation (MAD)	24
Skewness	-0.53754265
Sum	6244506
Variance	1103.5063
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2014	67	2.1%
2000	66	2.1%
1968	62	2.0%
2008	60	1.9%
1988	59	1.9%
1989	58	1.8%
1999	57	1.8%
1970	55	1.7%
2001	54	1.7%
2002	54	1.7%
Other values (103)	2580	81.3%

Value	Count	Frequency (%)
1900	51	1.6%
1901	7	0.2%
1902	11	0.3%
1903	3	0.1%
1904	14	0.4%
1905	9	0.3%
1906	18	0.6%
1907	31	1.0%
1908	26	0.8%
1909	29	0.9%

Value	Count	Frequency (%)
2015	35	1.1%
2014	67	2.1%
2013	50	1.6%
2012	35	1.1%
2011	15	0.5%
2010	23	0.7%
2009	39	1.2%
2008	60	1.9%
2007	41	1.3%
2006	44	1.4%

NumberofBuildings
Real number (ℝ)

Zeros

Distinct	15
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.0655738

Minimum	0
Maximum	27
Zeros	90
Zeros (%)	2.8%
Negative	0
Negative (%)	0.0%
Memory size	178.6 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	1
median	1
Q3	1
95-th percentile	1
Maximum	27
Range	27
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.89681462
Coefficient of variation (CV)	0.84162603
Kurtosis	387.8697
Mean	1.0655738
Median Absolute Deviation (MAD)	0
Skewness	16.922782
Sum	3380
Variance	0.80427646
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
1	2990	94.3%
0	90	2.8%
2	36	1.1%
3	21	0.7%
4	12	0.4%
5	9	0.3%
6	3	0.1%
8	3	0.1%
10	2	0.1%
11	1	< 0.1%
Other values (5)	5	0.2%

Value	Count	Frequency (%)
0	90	2.8%
1	2990	94.3%
2	36	1.1%
3	21	0.7%
4	12	0.4%
5	9	0.3%
6	3	0.1%
8	3	0.1%
9	1	< 0.1%
10	2	0.1%

Value	Count	Frequency (%)
27	1	< 0.1%
23	1	< 0.1%
16	1	< 0.1%
14	1	< 0.1%
11	1	< 0.1%
10	2	0.1%
9	1	< 0.1%
8	3	0.1%
6	3	0.1%
5	9	0.3%

NumberofFloors
Real number (ℝ)

Distinct	43
Distinct (%)	1.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.6270492

Minimum	0
Maximum	99
Zeros	14
Zeros (%)	0.4%
Negative	0
Negative (%)	0.0%
Memory size	178.6 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	2
median	4
Q3	5
95-th percentile	11.45
Maximum	99
Range	99
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	4.8664213
Coefficient of variation (CV)	1.0517332
Kurtosis	62.009403
Mean	4.6270492
Median Absolute Deviation (MAD)	1
Skewness	5.7213781
Sum	14677
Variance	23.682056
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
4	666	21.0%
3	648	20.4%
1	424	13.4%
2	394	12.4%
6	294	9.3%
5	289	9.1%
7	144	4.5%
8	59	1.9%
11	32	1.0%
10	31	1.0%
Other values (33)	191	6.0%

Value	Count	Frequency (%)
0	14	0.4%
1	424	13.4%
2	394	12.4%
3	648	20.4%
4	666	21.0%
5	289	9.1%
6	294	9.3%
7	144	4.5%
8	59	1.9%
9	18	0.6%

Value	Count	Frequency (%)
99	1	< 0.1%
49	1	< 0.1%
42	3	0.1%
41	2	0.1%
40	1	< 0.1%
39	1	< 0.1%
38	1	< 0.1%
37	2	0.1%
36	2	0.1%
34	1	< 0.1%

PropertyGFATotal
Real number (ℝ)

High correlation

Distinct	3003
Distinct (%)	94.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	84434.774

Minimum	11285
Maximum	1256335
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	178.6 KiB

Quantile statistics

Minimum	11285
5-th percentile	21275.25
Q1	28168
median	43480.5
Q3	88637.5
95-th percentile	302852.5
Maximum	1256335
Range	1245050
Interquartile range (IQR)	60469.5

Descriptive statistics

Standard deviation	113992.01
Coefficient of variation (CV)	1.35006
Kurtosis	26.580056
Mean	84434.774
Median Absolute Deviation (MAD)	19211
Skewness	4.2901395
Sum	2.678271 × 10⁸
Variance	1.2994178 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
36000	9	0.3%
25920	8	0.3%
28800	7	0.2%
21600	7	0.2%
24000	6	0.2%
30240	4	0.1%
22320	4	0.1%
30720	4	0.1%
31900	3	0.1%
23100	3	0.1%
Other values (2993)	3117	98.3%

Value	Count	Frequency (%)
11285	1	< 0.1%
11685	1	< 0.1%
11968	1	< 0.1%
12769	1	< 0.1%
13157	1	< 0.1%
14101	1	< 0.1%
16000	1	< 0.1%
16300	1	< 0.1%
16795	1	< 0.1%
18258	1	< 0.1%

Value	Count	Frequency (%)
1256335	1	< 0.1%
1249055	1	< 0.1%
1206670	1	< 0.1%
1172127	1	< 0.1%
1123435	1	< 0.1%
1074552	1	< 0.1%
1052469	1	< 0.1%
934292	1	< 0.1%
920598	1	< 0.1%
861702	1	< 0.1%

PropertyGFAParking
Real number (ℝ)

Zeros

Distinct	470
Distinct (%)	14.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7495.4092

Minimum	0
Maximum	407795
Zeros	2694
Zeros (%)	84.9%
Negative	0
Negative (%)	0.0%
Memory size	178.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	44745.1
Maximum	407795
Range	407795
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	28997.958
Coefficient of variation (CV)	3.8687625
Kurtosis	47.473691
Mean	7495.4092
Median Absolute Deviation (MAD)	0
Skewness	6.0498259
Sum	23775438
Variance	8.4088156 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2694	84.9%
13320	3	0.1%
22000	2	0.1%
30000	2	0.1%
10800	2	0.1%
25800	2	0.1%
12960	2	0.1%
100176	2	0.1%
20416	2	0.1%
7600	1	< 0.1%
Other values (460)	460	14.5%

Value	Count	Frequency (%)
0	2694	84.9%
38	1	< 0.1%
260	1	< 0.1%
415	1	< 0.1%
604	1	< 0.1%
756	1	< 0.1%
800	1	< 0.1%
919	1	< 0.1%
1263	1	< 0.1%
1392	1	< 0.1%

Value	Count	Frequency (%)
407795	1	< 0.1%
368980	1	< 0.1%
335109	1	< 0.1%
303707	1	< 0.1%
285688	1	< 0.1%
272900	1	< 0.1%
239252	1	< 0.1%
228668	1	< 0.1%
206597	1	< 0.1%
206580	1	< 0.1%

PropertyGFABuilding(s)
Real number (ℝ)

High correlation

Distinct	3000
Distinct (%)	94.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	76939.364

Minimum	3636
Maximum	1172127
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	178.6 KiB

Quantile statistics

Minimum	3636
5-th percentile	21012.15
Q1	27485.25
median	42295.5
Q3	82015.25
95-th percentile	261089.5
Maximum	1172127
Range	1168491
Interquartile range (IQR)	54530

Descriptive statistics

Standard deviation	99287.823
Coefficient of variation (CV)	1.2904685
Kurtosis	26.47592
Mean	76939.364
Median Absolute Deviation (MAD)	18149
Skewness	4.3020431
Sum	2.4405166 × 10⁸
Variance	9.8580717 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
36000	9	0.3%
25920	8	0.3%
28800	7	0.2%
21600	7	0.2%
24000	6	0.2%
30720	4	0.1%
30240	4	0.1%
22320	4	0.1%
45000	3	0.1%
25200	3	0.1%
Other values (2990)	3117	98.3%

Value	Count	Frequency (%)
3636	1	< 0.1%
10925	1	< 0.1%
11285	1	< 0.1%
11440	1	< 0.1%
11685	1	< 0.1%
11968	1	< 0.1%
12769	1	< 0.1%
12806	1	< 0.1%
13157	1	< 0.1%
14101	1	< 0.1%

Value	Count	Frequency (%)
1172127	1	< 0.1%
1047934	1	< 0.1%
1004813	1	< 0.1%
970647	1	< 0.1%
962428	1	< 0.1%
934292	1	< 0.1%
888049	1	< 0.1%
861702	1	< 0.1%
794592	1	< 0.1%
791396	1	< 0.1%

YearsENERGYSTARCertified
Real number (ℝ)

Missing

Distinct	57
Distinct (%)	51.4%
Missing	3061
Missing (%)	96.5%
Infinite	0
Infinite (%)	0.0%
Mean	1.8163978 × 10⁵⁷

Minimum	2007
Maximum	2.0162015 × 10⁵⁹
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	178.6 KiB

Quantile statistics

Minimum	2007
5-th percentile	2010
Q1	2016
median	20162015
Q3	2.0147013 × 10¹⁵
95-th percentile	1.0082016 × 10³¹
Maximum	2.0162015 × 10⁵⁹
Range	2.0162015 × 10⁵⁹
Interquartile range (IQR)	2.0147013 × 10¹⁵

Descriptive statistics

Standard deviation	1.9136938 × 10⁵⁸
Coefficient of variation (CV)	10.535654
Kurtosis	111
Mean	1.8163978 × 10⁵⁷
Median Absolute Deviation (MAD)	20160002
Skewness	10.535654
Sum	2.0162015 × 10⁵⁹
Variance	3.6622239 × 10¹¹⁶
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2016	13	0.4%
20172016	8	0.3%
2017	7	0.2%
2014	6	0.2%
20162015	6	0.2%
2009	4	0.1%
2013	4	0.1%
20172015	3	0.1%
20152014	3	0.1%
2.01620152 × 10¹¹	3	0.1%
Other values (47)	54	1.7%
(Missing)	3061	96.5%

Value	Count	Frequency (%)
2007	1	< 0.1%
2009	4	0.1%
2010	2	0.1%
2011	1	< 0.1%
2012	1	< 0.1%
2013	4	0.1%
2014	6	0.2%
2015	2	0.1%
2016	13	0.4%
2017	7	0.2%

Value	Count	Frequency (%)
2.01620152 × 10⁵⁹	1	< 0.1%
2.01620152 × 10⁵¹	1	< 0.1%
2.01720162 × 10³⁹	1	< 0.1%
2.01620152 × 10³⁵	1	< 0.1%
2.01620152 × 10³¹	1	< 0.1%
2.01620152 × 10³¹	1	< 0.1%
2.01720162 × 10²⁷	1	< 0.1%
2.01720152 × 10²⁷	1	< 0.1%
2.01620152 × 10²⁷	2	0.1%
2.01620132 × 10²⁷	1	< 0.1%

ENERGYSTARScore
Real number (ℝ)

High correlation Missing

Distinct	100
Distinct (%)	4.2%
Missing	797
Missing (%)	25.1%
Infinite	0
Infinite (%)	0.0%
Mean	67.231579

Minimum	1
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	178.6 KiB

Quantile statistics

Minimum	1
5-th percentile	12
Q1	52
median	74
Q3	89
95-th percentile	99
Maximum	100
Range	99
Interquartile range (IQR)	37

Descriptive statistics

Standard deviation	26.941015
Coefficient of variation (CV)	0.40071965
Kurtosis	-0.29888023
Mean	67.231579
Median Absolute Deviation (MAD)	18
Skewness	-0.81724458
Sum	159675
Variance	725.81829
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100	87	2.7%
98	70	2.2%
96	62	2.0%
89	52	1.6%
93	51	1.6%
95	49	1.5%
91	47	1.5%
99	47	1.5%
92	46	1.5%
81	46	1.5%
Other values (90)	1818	57.3%
(Missing)	797	25.1%

Value	Count	Frequency (%)
1	33	1.0%
2	10	0.3%
3	13	0.4%
4	5	0.2%
5	8	0.3%
6	8	0.3%
7	10	0.3%
8	9	0.3%
9	5	0.2%
10	9	0.3%

Value	Count	Frequency (%)
100	87	2.7%
99	47	1.5%
98	70	2.2%
97	43	1.4%
96	62	2.0%
95	49	1.5%
94	44	1.4%
93	51	1.6%
92	46	1.5%
91	47	1.5%

SiteEUI(kBtu/sf)
Real number (ℝ)

High correlation

Distinct	1044
Distinct (%)	32.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	54.419672

Minimum	1.4
Maximum	834.40002
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	178.6 KiB

Quantile statistics

Minimum	1.4
5-th percentile	18.700001
Q1	28.1
median	38.950001
Q3	60.900002
95-th percentile	139.745
Maximum	834.40002
Range	833.00002
Interquartile range (IQR)	32.800001

Descriptive statistics

Standard deviation	53.207069
Coefficient of variation (CV)	0.97771757
Kurtosis	40.694322
Mean	54.419672
Median Absolute Deviation (MAD)	13.650002
Skewness	4.9191634
Sum	172619.2
Variance	2830.9922
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
24.70000076	17	0.5%
24.20000076	16	0.5%
28.79999924	15	0.5%
32	15	0.5%
26.39999962	14	0.4%
28.89999962	13	0.4%
22.79999924	13	0.4%
30.60000038	13	0.4%
29.60000038	13	0.4%
29	12	0.4%
Other values (1034)	3031	95.6%

Value	Count	Frequency (%)
1.399999976	1	< 0.1%
2.099999905	1	< 0.1%
2.299999952	1	< 0.1%
3	1	< 0.1%
3.200000048	1	< 0.1%
3.5	2	0.1%
3.599999905	2	0.1%
3.799999952	1	< 0.1%
4.300000191	1	< 0.1%
4.400000095	1	< 0.1%

Value	Count	Frequency (%)
834.4000244	1	< 0.1%
696.7000122	1	< 0.1%
694.7000122	1	< 0.1%
593.5999756	1	< 0.1%
465.5	1	< 0.1%
456.6000061	1	< 0.1%
438.2000122	1	< 0.1%
412.7000122	1	< 0.1%
404.1000061	1	< 0.1%
400.7999878	1	< 0.1%

SourceEUI(kBtu/sf)
Real number (ℝ)

High correlation

Distinct	1589
Distinct (%)	50.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	133.05807

Minimum	0
Maximum	2620
Zeros	6
Zeros (%)	0.2%
Negative	0
Negative (%)	0.0%
Memory size	178.6 KiB

Quantile statistics

Minimum	0
5-th percentile	43.054999
Q1	75.300003
median	97.049999
Q3	144.89999
95-th percentile	333.045
Maximum	2620
Range	2620
Interquartile range (IQR)	69.599991

Descriptive statistics

Standard deviation	126.23938
Coefficient of variation (CV)	0.94875404
Kurtosis	80.907568
Mean	133.05807
Median Absolute Deviation (MAD)	27.850002
Skewness	6.3102251
Sum	422060.2
Variance	15936.382
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
87.69999695	8	0.3%
83.69999695	8	0.3%
73.09999847	8	0.3%
68.09999847	8	0.3%
69.69999695	8	0.3%
95	8	0.3%
78.59999847	8	0.3%
84	7	0.2%
68.90000153	7	0.2%
63.29999924	7	0.2%
Other values (1579)	3095	97.6%

Value	Count	Frequency (%)
0	6	0.2%
4.5	1	< 0.1%
6.599999905	2	0.1%
6.900000095	1	< 0.1%
9	1	< 0.1%
9.5	1	< 0.1%
9.899999619	1	< 0.1%
10.19999981	1	< 0.1%
11.10000038	1	< 0.1%
11.19999981	1	< 0.1%

Value	Count	Frequency (%)
2620	1	< 0.1%
2181.300049	1	< 0.1%
1527.300049	1	< 0.1%
1206.699951	1	< 0.1%
912.7999878	1	< 0.1%
855.2000122	1	< 0.1%
851.0999756	1	< 0.1%
835.7999878	1	< 0.1%
781.2999878	1	< 0.1%
781.0999756	1	< 0.1%

SiteEnergyUse(kBtu)
Real number (ℝ)

High correlation Unique

Distinct	3172
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4189992.5

Minimum	57133.199
Maximum	98960776
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	178.6 KiB

Quantile statistics

Minimum	57133.199
5-th percentile	520911.44
Q1	934115.56
median	1787633.5
Q3	4167798.2
95-th percentile	16279284
Maximum	98960776
Range	98903643
Interquartile range (IQR)	3233682.6

Descriptive statistics

Standard deviation	7132304.3
Coefficient of variation (CV)	1.7022236
Kurtosis	34.42321
Mean	4189992.5
Median Absolute Deviation (MAD)	1047125.3
Skewness	4.8456996
Sum	1.3290656 × 10¹⁰
Variance	5.0869764 × 10¹³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7226362.5	1	< 0.1%
8387933	1	< 0.1%
6794584	1	< 0.1%
14172606	1	< 0.1%
12086616	1	< 0.1%
5758795	1	< 0.1%
6298131.5	1	< 0.1%
13723820	1	< 0.1%
4573777	1	< 0.1%
16016644	1	< 0.1%
Other values (3162)	3162	99.7%

Value	Count	Frequency (%)
57133.19922	1	< 0.1%
79711.79688	1	< 0.1%
90558.70313	1	< 0.1%
97690.39844	1	< 0.1%
106918	1	< 0.1%
111969.7031	1	< 0.1%
113130	1	< 0.1%
116486.6016	1	< 0.1%
117438.3984	1	< 0.1%
123767.2031	1	< 0.1%

Value	Count	Frequency (%)
98960776	1	< 0.1%
90609640	1	< 0.1%
68090728	1	< 0.1%
65336980	1	< 0.1%
65047284	1	< 0.1%
59107620	1	< 0.1%
58761304	1	< 0.1%
57764408	1	< 0.1%
56485204	1	< 0.1%
53166156	1	< 0.1%

SteamUse(kBtu)
Real number (ℝ)

Zeros

Distinct	117
Distinct (%)	3.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	143271.3

Minimum	0
Maximum	31030194
Zeros	3056
Zeros (%)	96.3%
Negative	0
Negative (%)	0.0%
Memory size	178.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	31030194
Range	31030194
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1265004.2
Coefficient of variation (CV)	8.8294321
Kurtosis	266.6715
Mean	143271.3
Median Absolute Deviation (MAD)	0
Skewness	14.654731
Sum	4.5445657 × 10⁸
Variance	1.6002357 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3056	96.3%
2003882	1	< 0.1%
2214446.25	1	< 0.1%
2276286.5	1	< 0.1%
1039735.188	1	< 0.1%
5237165.5	1	< 0.1%
5999360.5	1	< 0.1%
1656352.5	1	< 0.1%
4337738.5	1	< 0.1%
4870847.5	1	< 0.1%
Other values (107)	107	3.4%

Value	Count	Frequency (%)
0	3056	96.3%
21230.80078	1	< 0.1%
137900	1	< 0.1%
151742.5	1	< 0.1%
166488.4063	1	< 0.1%
175780	1	< 0.1%
180731.7969	1	< 0.1%
204650	1	< 0.1%
230989.2969	1	< 0.1%
266262	1	< 0.1%

Value	Count	Frequency (%)
31030194	1	< 0.1%
28438884	1	< 0.1%
19654762	1	< 0.1%
18547858	1	< 0.1%
17548416	1	< 0.1%
16284570	1	< 0.1%
15586014	1	< 0.1%
13556219	1	< 0.1%
13296249	1	< 0.1%
12760971	1	< 0.1%

Electricity(kWh)
Real number (ℝ)

High correlation

Distinct	3168
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	841083.03

Minimum	0
Maximum	12562766
Zeros	3
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	178.6 KiB

Quantile statistics

Minimum	0
5-th percentile	78250.588
Q1	187476.23
median	344529.95
Q3	824027.81
95-th percentile	3432258.2
Maximum	12562766
Range	12562766
Interquartile range (IQR)	636551.59

Descriptive statistics

Standard deviation	1424810.2
Coefficient of variation (CV)	1.6940184
Kurtosis	20.331119
Mean	841083.03
Median Absolute Deviation (MAD)	199438.55
Skewness	4.0599032
Sum	2.6679154 × 10⁹
Variance	2.030084 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3	0.1%
239011.5938	2	0.1%
317841.4063	2	0.1%
89109.89844	1	< 0.1%
631404.3125	1	< 0.1%
192884.0938	1	< 0.1%
803639.6875	1	< 0.1%
857081.375	1	< 0.1%
403017.5	1	< 0.1%
280844.9063	1	< 0.1%
Other values (3158)	3158	99.6%

Value	Count	Frequency (%)
0	3	0.1%
1	1	< 0.1%
1798.900024	1	< 0.1%
4913.5	1	< 0.1%
7727.200195	1	< 0.1%
16744.80078	1	< 0.1%
18890	1	< 0.1%
19771.90039	1	< 0.1%
21051.30078	1	< 0.1%
21349.59961	1	< 0.1%

Value	Count	Frequency (%)
12562766	1	< 0.1%
12215895	1	< 0.1%
12079009	1	< 0.1%
11969413	1	< 0.1%
11905739	1	< 0.1%
11583777	1	< 0.1%
11536962	1	< 0.1%
11248209	1	< 0.1%
11131508	1	< 0.1%
10989762	1	< 0.1%

NaturalGas(therms)
Real number (ℝ)

High correlation Zeros

Distinct	1983
Distinct (%)	62.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11516.549

Minimum	0
Maximum	679905.38
Zeros	1189
Zeros (%)	37.5%
Negative	0
Negative (%)	0.0%
Memory size	178.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	3110.725
Q3	11604.185
95-th percentile	47152.69
Maximum	679905.38
Range	679905.38
Interquartile range (IQR)	11604.185

Descriptive statistics

Standard deviation	28956.117
Coefficient of variation (CV)	2.5143051
Kurtosis	156.38481
Mean	11516.549
Median Absolute Deviation (MAD)	3110.725
Skewness	9.6310007
Sum	36530492
Variance	8.384567 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1189	37.5%
2268.460205	2	0.1%
22419.22656	1	< 0.1%
8027.569824	1	< 0.1%
21940.83008	1	< 0.1%
6198.150391	1	< 0.1%
2864.899902	1	< 0.1%
21757.40039	1	< 0.1%
3608.359619	1	< 0.1%
5403.629395	1	< 0.1%
Other values (1973)	1973	62.2%

Value	Count	Frequency (%)
0	1189	37.5%
0.329999954	1	< 0.1%
1.530000091	1	< 0.1%
2.199999809	1	< 0.1%
3.320000172	1	< 0.1%
3.75999999	1	< 0.1%
7.080909729	1	< 0.1%
7.638800144	1	< 0.1%
8.829999924	1	< 0.1%
9.469999313	1	< 0.1%

Value	Count	Frequency (%)
679905.375	1	< 0.1%
560966.125	1	< 0.1%
346853.3125	1	< 0.1%
328535.125	1	< 0.1%
309673	1	< 0.1%
300613.25	1	< 0.1%
296021.5	1	< 0.1%
256831.625	1	< 0.1%
224136.6094	1	< 0.1%
206266.3125	1	< 0.1%

DefaultData
Boolean

Constant

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	156.9 KiB

False	3172

Value	Count	Frequency (%)
False	3172	100.0%

TotalGHGEmissions
Real number (ℝ)

High correlation

Distinct	2665
Distinct (%)	84.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	92.229543

Minimum	0
Maximum	3768.66
Zeros	2
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	178.6 KiB

Quantile statistics

Minimum	0
5-th percentile	3.9155
Q1	9.4975
median	33.135
Q3	91.5
95-th percentile	358.813
Maximum	3768.66
Range	3768.66
Interquartile range (IQR)	82.0025

Descriptive statistics

Standard deviation	203.33469
Coefficient of variation (CV)	2.204659
Kurtosis	88.514066
Mean	92.229543
Median Absolute Deviation (MAD)	27.165
Skewness	7.6159241
Sum	292552.11
Variance	41344.997
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3.95	7	0.2%
4.2	6	0.2%
4.74	5	0.2%
3.63	5	0.2%
9.29	5	0.2%
4.02	5	0.2%
4.15	5	0.2%
5.46	5	0.2%
6.18	5	0.2%
4.8	5	0.2%
Other values (2655)	3119	98.3%

Value	Count	Frequency (%)
0	2	0.1%
0.4	1	< 0.1%
0.63	1	< 0.1%
0.68	1	< 0.1%
0.75	1	< 0.1%
0.79	1	< 0.1%
0.81	1	< 0.1%
0.82	1	< 0.1%
0.86	1	< 0.1%
0.87	1	< 0.1%

Value	Count	Frequency (%)
3768.66	1	< 0.1%
3278.11	1	< 0.1%
2573.75	1	< 0.1%
2549.47	1	< 0.1%
2489.78	1	< 0.1%
2055.82	1	< 0.1%
1990.5	1	< 0.1%
1789.69	1	< 0.1%
1727.11	1	< 0.1%
1699.45	1	< 0.1%

GHGEmissionsIntensity
Real number (ℝ)

High correlation

Distinct	497
Distinct (%)	15.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.159773

Minimum	0
Maximum	25.71
Zeros	2
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	178.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0.13
Q1	0.21
median	0.61
Q3	1.37
95-th percentile	3.8935
Maximum	25.71
Range	25.71
Interquartile range (IQR)	1.16

Descriptive statistics

Standard deviation	1.7053766
Coefficient of variation (CV)	1.47044
Kurtosis	33.360598
Mean	1.159773
Median Absolute Deviation (MAD)	0.43
Skewness	4.5157544
Sum	3678.8
Variance	2.9083093
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.17	98	3.1%
0.15	96	3.0%
0.16	90	2.8%
0.18	82	2.6%
0.19	73	2.3%
0.13	66	2.1%
0.2	64	2.0%
0.21	60	1.9%
0.14	60	1.9%
0.23	52	1.6%
Other values (487)	2431	76.6%

Value	Count	Frequency (%)
0	2	0.1%
0.01	2	0.1%
0.02	4	0.1%
0.03	5	0.2%
0.04	7	0.2%
0.05	6	0.2%
0.06	14	0.4%
0.07	7	0.2%
0.08	7	0.2%
0.09	10	0.3%

Value	Count	Frequency (%)
25.71	1	< 0.1%
16.99	1	< 0.1%
16.93	1	< 0.1%
16.38	1	< 0.1%
15.42	1	< 0.1%
14.94	1	< 0.1%
14.89	1	< 0.1%
14.32	1	< 0.1%
13.98	1	< 0.1%
13.88	1	< 0.1%

Interactions

Correlations

	BuildingType	ENERGYSTARScore	Electricity(kWh)	GHGEmissionsIntensity	Latitude	Longitude	NaturalGas(therms)	Neighborhood	NumberofBuildings	NumberofFloors	OSEBuildingID	PrimaryPropertyType	PropertyGFABuilding(s)	PropertyGFAParking	PropertyGFATotal	SiteEUI(kBtu/sf)	SiteEnergyUse(kBtu)	SourceEUI(kBtu/sf)	SteamUse(kBtu)	TotalGHGEmissions	YearBuilt	YearsENERGYSTARCertified
BuildingType	1.000	0.114	0.152	0.097	0.144	0.120	0.113	0.197	0.188	0.311	0.197	0.675	0.129	0.051	0.125	0.130	0.139	0.108	0.052	0.120	0.156	0.000
ENERGYSTARScore	0.114	1.000	-0.185	-0.232	0.092	-0.040	-0.059	0.061	0.052	0.157	0.100	0.118	0.081	0.017	0.082	-0.454	-0.185	-0.515	-0.022	-0.112	0.082	0.235
Electricity(kWh)	0.152	-0.185	1.000	0.158	-0.046	-0.005	0.208	0.076	0.035	0.344	-0.245	0.261	0.751	0.330	0.771	0.487	0.859	0.654	0.158	0.556	0.302	0.404
GHGEmissionsIntensity	0.097	-0.232	0.158	1.000	-0.107	0.050	0.818	0.014	0.003	-0.110	-0.089	0.238	0.053	-0.009	0.048	0.758	0.546	0.432	0.206	0.823	-0.202	-0.292
Latitude	0.144	0.092	-0.046	-0.107	1.000	-0.014	-0.069	0.612	0.058	0.060	0.092	0.216	-0.056	0.019	-0.046	-0.080	-0.088	-0.047	-0.111	-0.108	0.150	-0.168
Longitude	0.120	-0.040	-0.005	0.050	-0.014	1.000	0.026	0.507	0.026	-0.106	0.140	0.149	-0.024	-0.050	-0.029	0.045	0.017	0.034	-0.012	0.020	-0.050	0.170
NaturalGas(therms)	0.113	-0.059	0.208	0.818	-0.069	0.026	1.000	0.000	0.026	0.012	-0.054	0.287	0.290	0.057	0.286	0.528	0.566	0.216	-0.029	0.835	-0.018	-0.306
Neighborhood	0.197	0.061	0.076	0.014	0.612	0.507	0.000	1.000	0.012	0.171	0.160	0.199	0.068	0.042	0.066	0.109	0.080	0.025	0.000	0.012	0.178	0.000
NumberofBuildings	0.188	0.052	0.035	0.003	0.058	0.026	0.026	0.012	1.000	-0.027	0.010	0.132	0.055	0.006	0.056	-0.011	0.042	-0.018	-0.000	0.036	0.038	-0.099
NumberofFloors	0.311	0.157	0.344	-0.110	0.060	-0.106	0.012	0.171	-0.027	1.000	-0.011	0.349	0.453	0.250	0.460	-0.002	0.286	0.062	0.143	0.175	0.301	0.427
OSEBuildingID	0.197	0.100	-0.245	-0.089	0.092	0.140	-0.054	0.160	0.010	-0.011	1.000	0.250	-0.245	-0.202	-0.259	-0.187	-0.260	-0.197	-0.174	-0.207	0.171	-0.188
PrimaryPropertyType	0.675	0.118	0.261	0.238	0.216	0.149	0.287	0.199	0.132	0.349	0.250	1.000	0.180	0.157	0.192	0.284	0.283	0.276	0.126	0.267	0.189	0.000
PropertyGFABuilding(s)	0.129	0.081	0.751	0.053	-0.056	-0.024	0.290	0.068	0.055	0.453	-0.245	0.180	1.000	0.227	0.983	0.149	0.741	0.175	0.158	0.560	0.287	0.325
PropertyGFAParking	0.051	0.017	0.330	-0.009	0.019	-0.050	0.057	0.042	0.006	0.250	-0.202	0.157	0.227	1.000	0.354	0.195	0.308	0.239	0.041	0.210	0.240	0.406
PropertyGFATotal	0.125	0.082	0.771	0.048	-0.046	-0.029	0.286	0.066	0.056	0.460	-0.259	0.192	0.983	0.354	1.000	0.174	0.757	0.206	0.154	0.565	0.316	0.420
SiteEUI(kBtu/sf)	0.130	-0.454	0.487	0.758	-0.080	0.045	0.528	0.109	-0.011	-0.002	-0.187	0.284	0.149	0.195	0.174	1.000	0.704	0.872	0.165	0.711	-0.064	0.125
SiteEnergyUse(kBtu)	0.139	-0.185	0.859	0.546	-0.088	0.017	0.566	0.080	0.042	0.286	-0.260	0.283	0.741	0.308	0.757	0.704	1.000	0.636	0.200	0.873	0.160	0.382
SourceEUI(kBtu/sf)	0.108	-0.515	0.654	0.432	-0.047	0.034	0.216	0.025	-0.018	0.062	-0.197	0.276	0.175	0.239	0.206	0.872	0.636	1.000	0.142	0.467	0.056	0.197
SteamUse(kBtu)	0.052	-0.022	0.158	0.206	-0.111	-0.012	-0.029	0.000	-0.000	0.143	-0.174	0.126	0.158	0.041	0.154	0.165	0.200	0.142	1.000	0.244	-0.147	0.256
TotalGHGEmissions	0.120	-0.112	0.556	0.823	-0.108	0.020	0.835	0.012	0.036	0.175	-0.207	0.267	0.560	0.210	0.565	0.711	0.873	0.467	0.244	1.000	0.023	0.184
YearBuilt	0.156	0.082	0.302	-0.202	0.150	-0.050	-0.018	0.178	0.038	0.301	0.171	0.189	0.287	0.240	0.316	-0.064	0.160	0.056	-0.147	0.023	1.000	-0.014
YearsENERGYSTARCertified	0.000	0.235	0.404	-0.292	-0.168	0.170	-0.306	0.000	-0.099	0.427	-0.188	0.000	0.325	0.406	0.420	0.125	0.382	0.197	0.256	0.184	-0.014	1.000

Missing values

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

Sample

	OSEBuildingID	DataYear	BuildingType	PrimaryPropertyType	Neighborhood	Latitude	Longitude	YearBuilt	NumberofBuildings	NumberofFloors	PropertyGFATotal	PropertyGFAParking	PropertyGFABuilding(s)	YearsENERGYSTARCertified	ENERGYSTARScore	SiteEUI(kBtu/sf)	SourceEUI(kBtu/sf)	SiteEnergyUse(kBtu)	SteamUse(kBtu)	Electricity(kWh)	NaturalGas(therms)	DefaultData	TotalGHGEmissions	GHGEmissionsIntensity
0	1	2016	NonResidential	Hotel	DOWNTOWN	47.61220	-122.33799	1927	1.0	12	88434	0	88434	NaN	60.0	81.699997	182.500000	7226362.5	2003882.000	1.156514e+06	12764.529300	False	249.98	2.83
1	2	2016	NonResidential	Hotel	DOWNTOWN	47.61317	-122.33393	1996	1.0	11	103566	15064	88502	NaN	61.0	94.800003	176.100006	8387933.0	0.000	9.504252e+05	51450.816410	False	295.86	2.86
3	5	2016	NonResidential	Hotel	DOWNTOWN	47.61412	-122.33664	1926	1.0	10	61320	0	61320	NaN	56.0	110.800003	216.199997	6794584.0	2214446.250	8.115253e+05	18112.130860	False	286.43	4.67
4	8	2016	NonResidential	Hotel	DOWNTOWN	47.61375	-122.34047	1980	1.0	18	175580	62000	113580	NaN	75.0	114.800003	211.399994	14172606.0	0.000	1.573449e+06	88039.984380	False	505.01	2.88
5	9	2016	Nonresidential COS	Other	DOWNTOWN	47.61623	-122.33657	1999	1.0	2	97288	37198	60090	NaN	NaN	136.100006	316.299988	12086616.0	0.000	2.160444e+06	47151.816410	False	301.81	3.10
6	10	2016	NonResidential	Hotel	DOWNTOWN	47.61390	-122.33283	1926	1.0	11	83008	0	83008	NaN	27.0	70.800003	146.600006	5758795.0	0.000	8.239199e+05	29475.800780	False	176.14	2.12
7	11	2016	NonResidential	Other	DOWNTOWN	47.61327	-122.33136	1926	1.0	8	102761	0	102761	NaN	NaN	61.299999	141.699997	6298131.5	2276286.500	1.065843e+06	3851.890137	False	221.51	2.16
8	12	2016	NonResidential	Hotel	DOWNTOWN	47.60294	-122.33263	1904	1.0	15	163984	0	163984	NaN	43.0	83.699997	180.899994	13723820.0	0.000	2.138898e+06	64259.000000	False	392.16	2.39
9	13	2016	Multifamily MR (5-9)	Mid-Rise Multifamily	DOWNTOWN	47.60284	-122.33184	1910	1.0	6	63712	1496	62216	NaN	1.0	81.500000	182.699997	4573777.0	1039735.188	7.420912e+05	10020.259770	False	151.12	2.37
10	15	2016	NonResidential	Hotel	DOWNTOWN	47.60695	-122.33414	1969	1.0	11	153163	19279	133884	NaN	30.0	119.599998	228.199997	16016644.0	5237165.500	1.813490e+06	45918.500000	False	691.26	4.51

	OSEBuildingID	DataYear	BuildingType	PrimaryPropertyType	Neighborhood	Latitude	Longitude	YearBuilt	NumberofBuildings	NumberofFloors	PropertyGFATotal	PropertyGFABuilding(s)	YearsENERGYSTARCertified	ENERGYSTARScore	SiteEUI(kBtu/sf)	SourceEUI(kBtu/sf)	SiteEnergyUse(kBtu)	Electricity(kWh)	NaturalGas(therms)	DefaultData	TotalGHGEmissions	GHGEmissionsIntensity
3363	50204	2016	Nonresidential COS	Other	NORTH	47.72126	-122.29735	1949	1.0	1	11285	11285	NaN	NaN	57.200001	140.000000	6.456654e+05	126552.0000	2138.700195	False	14.37	1.27
3364	50207	2016	Nonresidential COS	Other	BALLARD	47.67295	-122.39228	1911	1.0	1	16795	16795	NaN	NaN	55.799999	126.000000	9.366165e+05	158890.5000	3944.819824	False	24.73	1.47
3365	50208	2016	Nonresidential COS	Other	BALLARD	47.67734	-122.37624	1972	1.0	1	12769	12769	NaN	NaN	400.799988	618.099976	5.117308e+06	353216.0938	39121.351560	False	216.18	16.93
3367	50212	2016	Nonresidential COS	Other	EAST	47.63228	-122.31574	1912	1.0	1	23445	23445	NaN	NaN	254.899994	380.100006	5.976246e+06	369539.8125	47153.757810	False	259.22	11.06
3368	50219	2016	Nonresidential COS	Mixed Use Property	CENTRAL	47.60775	-122.30225	1994	1.0	1	20050	20050	NaN	NaN	90.400002	175.199997	1.813404e+06	225513.7969	10439.510740	False	60.81	3.03
3370	50221	2016	Nonresidential COS	Other	DELRIDGE NEIGHBORHOODS	47.54067	-122.37441	1982	1.0	1	18261	18261	NaN	NaN	51.000000	126.000000	9.320821e+05	185334.7031	2997.199951	False	20.33	1.11
3372	50223	2016	Nonresidential COS	Other	DOWNTOWN	47.59625	-122.32283	2004	1.0	1	16000	16000	NaN	NaN	59.400002	114.199997	9.502762e+05	116221.0000	5537.299805	False	32.17	2.01
3373	50224	2016	Nonresidential COS	Other	MAGNOLIA / QUEEN ANNE	47.63644	-122.35784	1974	1.0	1	13157	13157	NaN	NaN	438.200012	744.799988	5.765898e+06	525251.6875	39737.390630	False	223.54	16.99
3374	50225	2016	Nonresidential COS	Mixed Use Property	GREATER DUWAMISH	47.52832	-122.32431	1989	1.0	1	14101	14101	NaN	NaN	51.000000	105.300003	7.194712e+05	102248.0000	3706.010010	False	22.11	1.57
3375	50226	2016	Nonresidential COS	Mixed Use Property	GREATER DUWAMISH	47.53939	-122.29536	1938	1.0	1	18258	18258	NaN	NaN	63.099998	115.800003	1.152896e+06	126774.3984	7203.419922	False	41.27	2.26

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample